K-means clustering algorithms: A comprehensive review, variants analysis, and advances in the era of big data

AM Ikotun, AE Ezugwu, L Abualigah, B Abuhaija… - Information …, 2023 - Elsevier
Advances in recent techniques for scientific data collection in the era of big data allow for the
systematic accumulation of large quantities of data at various data-capturing sites. Similarly …

Privacy-preserving data mining: methods, metrics, and applications

R Mendes, JP Vilela - IEEE Access, 2017 - ieeexplore.ieee.org
The collection and analysis of data are continuously growing due to the pervasiveness of
computing devices. The analysis of such information is fostering businesses and …

大数据系统综述

李学龙, 龚海刚 - 2015 - ir.opt.ac.cn
摘要随着科学, 技术和工程的迅猛发展, 近20 年来, 许多领域(如光学观测, 光学监控, 健康医护,
传感器, 用户数据, 互联网和金融公司以及供应链系统) 都产生了海量的数据(更恰当的描述或许 …

[PDF][PDF] 面向数据库应用的隐私保护研究综述

周水庚, 李丰, 陶宇飞, 肖小奎 - 计算机学报, 2009 - cjc.ict.ac.cn
摘要随着数据挖掘和数据发布等数据库应用的出现与发展, 如何保护隐私数据和防止敏感信息
泄露成为当前面临的重大挑战. 隐私保护技术需要在保护数据隐私的同时不影响数据应用 …

Big data: A survey

M Chen, S Mao, Y Liu - Mobile networks and applications, 2014 - Springer
In this paper, we review the background and state-of-the-art of big data. We first introduce
the general background of big data and review related technologies, such as could …

Toward scalable systems for big data analytics: A technology tutorial

H Hu, Y Wen, TS Chua, X Li - IEEE access, 2014 - ieeexplore.ieee.org
Recent technological advancements have led to a deluge of data from distinctive domains
(eg, health care and scientific sensors, user-generated data, Internet and financial …

Information security in big data: privacy and data mining

L Xu, C Jiang, J Wang, J Yuan, Y Ren - Ieee Access, 2014 - ieeexplore.ieee.org
The growing popularity and development of data mining technologies bring serious threat to
the security of individual,'s sensitive information. An emerging research topic in data mining …

Petuum: A new platform for distributed machine learning on big data

EP Xing, Q Ho, W Dai, JK Kim, J Wei, S Lee… - Proceedings of the 21th …, 2015 - dl.acm.org
How can one build a distributed framework that allows efficient deployment of a wide
spectrum of modern advanced machine learning (ML) programs for industrial-scale …

Security and privacy in the Internet of Things: Current status and open issues

M Abomhara, GM Køien - … conference on privacy and security in …, 2014 - ieeexplore.ieee.org
The Internet of Things at large will foster billions of devices, people and services to
interconnect and exchange information and useful data. As IoT systems will be ubiquitous …

Mining smart card data for transit riders' travel patterns

X Ma, YJ Wu, Y Wang, F Chen, J Liu - Transportation Research Part C …, 2013 - Elsevier
To mitigate the congestion caused by the ever increasing number of privately owned
automobiles, public transit is highly promoted by transportation agencies worldwide. A better …